Josh Dillon, Last Revised January 2022
This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "004"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = str(int(os.environ["ANTENNA"]))
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')
antenna = "205" csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_" auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')
Found 107 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_ Found 105 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0
def jd_to_summary_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'
def jd_to_auto_metrics_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'
this_antenna = None
jds = []
# parse information about antennas and nodes
for csv in csvs:
df = pd.read_csv(csv)
for n in range(len(df)):
# Add this day to the antenna
row = df.loc[n]
if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
else:
antnum = int(row['Ant'])
if antnum != int(antenna):
continue
if np.issubdtype(type(row['Node']), np.integer):
row['Node'] = str(row['Node'])
if type(row['Node']) == str and row['Node'].isnumeric():
row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
if this_antenna is None:
this_antenna = Antenna(row['Ant'], row['Node'])
jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
jds.append(jd)
this_antenna.add_day(jd, row)
break
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]
df = pd.DataFrame(to_show)
# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
df[col] = bar_cols[col]
z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
df[col] = z_score_cols[col]
ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
df[col] = ant_metrics_cols[col]
redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]
for col in redcal_cols:
df[col] = redcal_cols[col]
# style dataframe
table = df.style.hide_index()\
.applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
.background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
.background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
.applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
.format({col: '{:,.4f}'.format for col in z_score_cols}) \
.format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
.format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
.set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])
This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))
| JDs | A Priori Status | Auto Metrics Flags | Dead Fraction in Ant Metrics (Jee) | Dead Fraction in Ant Metrics (Jnn) | Crossed Fraction in Ant Metrics | Flag Fraction Before Redcal | Flagged By Redcal chi^2 Fraction | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | Average Dead Ant Metric (Jee) | Average Dead Ant Metric (Jnn) | Average Crossed Ant Metric | Median chi^2 Per Antenna (Jee) | Median chi^2 Per Antenna (Jnn) |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2459924 | RF_ok | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 1.903639 | 2.925291 | -0.208673 | -1.359344 | -1.345299 | -1.346912 | -0.538991 | 1.732184 | 0.6663 | 0.6607 | 0.3653 | nan | nan |
| 2459923 | RF_ok | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 2.057751 | 2.454056 | 0.077646 | -1.129326 | -1.223487 | -1.666022 | -0.645465 | -0.885568 | 0.7098 | 0.7024 | 0.3317 | nan | nan |
| 2459922 | RF_ok | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 2.230177 | 2.557388 | 0.189849 | -0.581031 | -1.131624 | -0.046995 | 0.074895 | 4.875743 | 0.6401 | 0.6278 | 0.4003 | nan | nan |
| 2459921 | RF_ok | 100.00% | 100.00% | 100.00% | 0.00% | - | - | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| 2459920 | RF_ok | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 2.128468 | 2.202687 | 0.210987 | -0.832502 | -0.836003 | -0.234814 | -1.161904 | 22.150459 | 0.6332 | 0.6288 | 0.4162 | nan | nan |
| 2459919 | RF_ok | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 2.369698 | 2.508993 | 0.617942 | -0.989531 | -0.797856 | -0.910277 | -1.546973 | 16.991286 | 0.6438 | 0.6407 | 0.3781 | nan | nan |
| 2459918 | RF_ok | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 2.803635 | 2.960911 | 0.691787 | -1.255403 | -0.763283 | -0.239780 | -0.889027 | 9.528581 | 0.6566 | 0.6484 | 0.3907 | nan | nan |
| 2459917 | RF_ok | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 2.182182 | 2.349422 | -0.082287 | -0.555384 | -0.686629 | 1.031779 | -0.740715 | 9.049861 | 0.7000 | 0.6845 | 0.4481 | nan | nan |
| 2459916 | RF_ok | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 2.249666 | 2.332371 | 0.350370 | -1.253957 | -1.067873 | -0.366935 | -1.452746 | 9.736894 | 0.6585 | 0.6553 | 0.3914 | nan | nan |
| 2459915 | RF_ok | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 2.201255 | 2.346500 | 0.630025 | -1.470254 | -0.699894 | -0.356666 | -0.925503 | 2.034744 | 0.6970 | 0.6865 | 0.3565 | nan | nan |
| 2459914 | RF_ok | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 2.219641 | 2.676328 | 0.207023 | -0.935734 | -0.936796 | -0.532109 | -0.371941 | 0.233005 | 0.7175 | 0.7090 | 0.3061 | nan | nan |
| 2459913 | RF_ok | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 2.624044 | 3.138074 | 0.151197 | -0.718604 | -0.927291 | -0.425346 | -0.583527 | 7.061031 | 0.6794 | 0.6512 | 0.3990 | nan | nan |
| 2459912 | RF_ok | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 2.210035 | 2.566197 | 0.422778 | -1.076880 | -1.004990 | -0.296482 | -1.246043 | 15.239844 | 0.6518 | 0.6443 | 0.3950 | nan | nan |
| 2459911 | RF_ok | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 1.939495 | 2.370671 | 0.012039 | -0.655062 | -1.101127 | -0.320873 | -0.605147 | 4.966348 | 0.6512 | 0.6441 | 0.4000 | nan | nan |
| 2459910 | RF_ok | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 2.101103 | 2.284195 | 0.435072 | -1.301859 | -0.842888 | -0.789526 | -0.627922 | 3.887027 | 0.6538 | 0.6483 | 0.3970 | nan | nan |
| 2459909 | RF_ok | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 2.027564 | 2.573957 | -0.238221 | -0.658131 | -1.016397 | -0.380750 | -0.378927 | 5.963936 | 0.6535 | 0.6468 | 0.3977 | nan | nan |
| 2459908 | RF_ok | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 2.375395 | 2.530485 | 0.309827 | -1.082153 | -0.886441 | -0.546951 | -1.224053 | 8.479980 | 0.6604 | 0.6588 | 0.3942 | nan | nan |
| 2459907 | RF_ok | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 2.094545 | 2.778928 | -0.113071 | -0.618406 | -1.173613 | 0.059343 | -0.922470 | 10.164817 | 0.6563 | 0.6515 | 0.3918 | nan | nan |
| 2459906 | RF_ok | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 2.269227 | 2.607724 | 0.851863 | -1.389931 | -0.738144 | -0.397064 | -1.296634 | 17.153820 | 0.6481 | 0.6447 | 0.3941 | nan | nan |
| 2459905 | RF_ok | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 2.749261 | 2.973468 | 0.622739 | -1.311190 | -1.091581 | -1.863390 | -1.116114 | 8.939329 | 0.6342 | 0.6328 | 0.3980 | nan | nan |
| 2459904 | RF_ok | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 2.699123 | 3.163230 | 0.425856 | -0.784580 | -1.118540 | -0.628815 | -0.815553 | 18.045303 | 0.6357 | 0.6339 | 0.3910 | nan | nan |
| 2459903 | RF_ok | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 2.902711 | 3.092023 | 0.652540 | -1.438991 | -1.035120 | -0.184589 | -1.619666 | 19.295932 | 0.6405 | 0.6391 | 0.3970 | nan | nan |
| 2459902 | RF_ok | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 3.355032 | 3.564656 | 0.836689 | -1.613297 | -0.870562 | -0.745104 | -0.955575 | 6.162532 | 0.6477 | 0.6406 | 0.3908 | nan | nan |
| 2459901 | RF_ok | 100.00% | 100.00% | 100.00% | 0.00% | - | - | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| 2459900 | RF_ok | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 2.235575 | 2.441342 | 0.365714 | -1.319465 | -0.898009 | 0.420550 | -1.214723 | 5.912911 | 0.5979 | 0.5930 | 0.3422 | nan | nan |
| 2459898 | RF_ok | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 1.590985 | 2.382654 | -0.052073 | -0.845136 | -1.694283 | -0.804708 | -0.905147 | 10.809621 | 0.6521 | 0.6428 | 0.4004 | nan | nan |
| 2459897 | RF_ok | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 1.767631 | 2.261961 | 0.313456 | -0.733014 | -1.171121 | -0.941234 | -0.492208 | 10.254139 | 0.6468 | 0.6362 | 0.4027 | nan | nan |
| 2459896 | RF_ok | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 1.611019 | 2.071700 | 0.142823 | -0.859839 | -2.080720 | -1.813899 | -0.753826 | 7.582167 | 0.6479 | 0.6407 | 0.4004 | nan | nan |
| 2459895 | RF_ok | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 1.954671 | 2.312184 | 0.983638 | -1.913641 | -0.127450 | -1.523124 | 0.482657 | -1.682827 | 0.7449 | 0.7234 | 0.2734 | nan | nan |
| 2459894 | RF_ok | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 2.111576 | 2.341177 | 0.681392 | -1.291828 | -0.979665 | -0.732406 | -0.943179 | 5.427455 | 0.6570 | 0.6360 | 0.3925 | nan | nan |
| 2459893 | RF_ok | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 2.221889 | 2.361073 | 0.478310 | -1.311140 | -1.085778 | -0.936690 | -1.306548 | 9.013858 | 0.6623 | 0.6487 | 0.3892 | nan | nan |
| 2459892 | RF_ok | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 2.007769 | 2.449005 | 0.591466 | -1.720429 | -1.130543 | -0.133569 | -1.358014 | 7.751088 | 0.6612 | 0.6524 | 0.3910 | nan | nan |
| 2459891 | RF_ok | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 1.768468 | 2.653646 | 0.370375 | -0.710888 | -1.808162 | 6.766999 | -0.932934 | 12.326508 | 0.6571 | 0.6413 | 0.3982 | nan | nan |
| 2459890 | RF_ok | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 1.705134 | 2.833529 | 0.194673 | 0.479174 | -1.549652 | -0.305043 | -0.630229 | 3.130507 | 0.6602 | 0.6175 | 0.4080 | nan | nan |
| 2459889 | RF_ok | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 2.255472 | 3.426199 | 0.884595 | -0.342364 | -1.639740 | -1.143422 | -1.053978 | 10.534192 | 0.6669 | 0.6254 | 0.4005 | nan | nan |
| 2459888 | RF_ok | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 1.767898 | 2.701054 | 0.901820 | -0.352461 | -0.778077 | -0.972256 | 0.127327 | 3.188049 | 0.6789 | 0.6455 | 0.3931 | nan | nan |
| 2459887 | RF_ok | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 1.696007 | 3.523951 | -0.083246 | 0.270573 | -2.159948 | -1.942734 | 0.173894 | 5.613097 | 0.6664 | 0.6138 | 0.4099 | nan | nan |
| 2459886 | RF_ok | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 2.042521 | 3.573098 | 0.572176 | 0.540108 | -0.849190 | -0.498680 | -0.354569 | 0.648464 | 0.7542 | 0.7045 | 0.3340 | nan | nan |
| 2459885 | RF_ok | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 4.394940 | 8.137689 | 21.470471 | 7.216525 | 1.985968 | 7.598158 | 7.818033 | 3.240891 | 0.7186 | 0.6512 | 0.3673 | nan | nan |
| 2459884 | RF_ok | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 1.770821 | 3.794287 | 0.848305 | 0.765259 | -0.904128 | 0.126800 | -0.165914 | 3.864779 | 0.6717 | 0.5980 | 0.4148 | nan | nan |
| 2459883 | RF_ok | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 3.534739 | 6.446432 | 18.673661 | 6.250227 | 0.344176 | 3.426933 | 2.280390 | 12.450798 | 0.6739 | 0.6067 | 0.4036 | nan | nan |
| 2459882 | RF_ok | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 6.025699 | 10.865906 | 25.301545 | 3.237942 | 1.641388 | 5.771982 | -0.323029 | 3.346633 | 0.6767 | 0.6002 | 0.4054 | nan | nan |
| 2459881 | RF_ok | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 3.569829 | 5.966297 | 24.717175 | 8.045725 | 1.426318 | 9.591786 | 0.497195 | 12.713758 | 0.7139 | 0.6617 | 0.3475 | nan | nan |
| 2459880 | RF_ok | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 3.969680 | 7.269046 | 19.575601 | 6.837281 | 0.306174 | 2.778945 | 1.148070 | 5.042211 | 0.6712 | 0.6036 | 0.4144 | nan | nan |
| 2459879 | RF_ok | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 0.908877 | 3.018626 | -1.506495 | 0.936965 | -1.893704 | -1.963573 | -1.148748 | 6.671439 | 0.6622 | 0.6070 | 0.4164 | nan | nan |
| 2459878 | RF_ok | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 3.860787 | 6.686428 | 24.064347 | 8.512720 | 1.066217 | 4.864332 | 0.595606 | 13.208531 | 0.6646 | 0.6091 | 0.4125 | nan | nan |
| 2459839 | RF_ok | 100.00% | - | - | - | - | - | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| 2459830 | RF_ok | 100.00% | 59.68% | 59.68% | 0.00% | 100.00% | 0.00% | 30.630175 | 27.965490 | 20.856582 | 0.994604 | 36.177932 | 24.182856 | 27.232456 | 36.366376 | 0.3307 | 0.2196 | 0.2192 | 1.205198 | 1.222589 |
| 2459829 | RF_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459828 | RF_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 23.418051 | 22.824505 | 10.655814 | 0.518307 | 18.093517 | 10.038691 | 51.778401 | 73.323576 | 0.7982 | 0.4896 | 0.5779 | 0.000000 | 0.000000 |
| 2459827 | RF_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 24.109468 | 24.126203 | 19.062513 | 3.636091 | 10.579364 | 7.673400 | 15.590797 | 22.230215 | 0.7485 | 0.6083 | 0.4361 | 0.000000 | 0.000000 |
| 2459826 | RF_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 22.056484 | 20.720972 | 16.062343 | 2.705453 | 26.852080 | 13.242288 | 32.578198 | 47.829783 | 0.7915 | 0.5108 | 0.5480 | -0.000000 | -0.000000 |
| 2459825 | RF_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 23.547018 | 22.664310 | 10.957421 | 0.406519 | 12.972280 | 5.985990 | 4.079399 | 5.429195 | 0.7913 | 0.5250 | 0.5435 | 7.554663 | 3.849273 |
| 2459824 | RF_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 20.057372 | 20.931808 | 16.122075 | 3.193386 | 8.447507 | 9.896746 | 24.510504 | 33.063384 | 0.7087 | 0.6587 | 0.3959 | 0.000000 | 0.000000 |
| 2459823 | RF_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 21.373103 | 19.848597 | 12.378287 | 1.085038 | 17.145476 | 2.315489 | 5.016642 | 22.385516 | 0.7532 | 0.5612 | 0.4936 | 12.193864 | 8.184271 |
| 2459822 | RF_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 22.750156 | 21.492228 | 13.554893 | 0.856164 | 15.118304 | 6.057583 | 6.987464 | 8.400039 | 0.7878 | 0.5533 | 0.5222 | 5.086177 | 3.317121 |
| 2459821 | RF_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 25.875335 | 24.170786 | 13.380935 | 1.052902 | 12.273808 | 4.650655 | 1.983857 | 4.033966 | 0.7739 | 0.5537 | 0.5258 | 5.579622 | 3.604033 |
| 2459820 | RF_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 24.927892 | 24.690915 | 15.356029 | 1.810555 | 26.537374 | 17.737137 | 39.311317 | 60.807231 | 0.7578 | 0.6133 | 0.4462 | 6.692768 | 4.565249 |
| 2459817 | RF_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 23.571976 | 22.252189 | 10.844189 | 0.701990 | 17.963799 | 5.042268 | 5.275001 | 7.531688 | 0.7735 | 0.5837 | 0.5284 | 5.391814 | 3.787207 |
| 2459816 | RF_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 19.087476 | 18.854382 | 15.686324 | 0.730776 | 24.559122 | 10.003481 | 33.843199 | 52.673663 | 0.8418 | 0.5311 | 0.6258 | 5.227023 | 3.364465 |
| 2459815 | RF_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 21.878702 | 20.282514 | 12.260355 | 0.701693 | 23.396880 | 7.354664 | 37.000830 | 43.231521 | 0.7648 | 0.5990 | 0.5229 | 5.022010 | 3.909223 |
| 2459814 | RF_ok | 0.00% | - | - | - | - | - | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| 2459813 | RF_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
auto_metrics notebooks.¶htmls_to_display = []
for am_html in auto_metric_htmls:
html_to_display = ''
# read html into a list of lines
with open(am_html) as f:
lines = f.readlines()
# find section with this antenna's metric plots and add to html_to_display
jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
try:
section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
except ValueError:
continue
html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
for line in lines[section_start_line + 1:]:
html_to_display += line
if '<hr' in line:
htmls_to_display.append(html_to_display)
break
These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.
for i, html_to_display in enumerate(htmls_to_display):
if i == 100:
break
display(HTML(html_to_display))
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 205 | N19 | RF_ok | nn Shape | 2.925291 | 1.903639 | 2.925291 | -0.208673 | -1.359344 | -1.345299 | -1.346912 | -0.538991 | 1.732184 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 205 | N19 | RF_ok | nn Shape | 2.454056 | 2.454056 | 2.057751 | -1.129326 | 0.077646 | -1.666022 | -1.223487 | -0.885568 | -0.645465 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 205 | N19 | RF_ok | nn Temporal Discontinuties | 4.875743 | 2.557388 | 2.230177 | -0.581031 | 0.189849 | -0.046995 | -1.131624 | 4.875743 | 0.074895 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 205 | N19 | RF_ok | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 205 | N19 | RF_ok | nn Temporal Discontinuties | 22.150459 | 2.202687 | 2.128468 | -0.832502 | 0.210987 | -0.234814 | -0.836003 | 22.150459 | -1.161904 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 205 | N19 | RF_ok | nn Temporal Discontinuties | 16.991286 | 2.369698 | 2.508993 | 0.617942 | -0.989531 | -0.797856 | -0.910277 | -1.546973 | 16.991286 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 205 | N19 | RF_ok | nn Temporal Discontinuties | 9.528581 | 2.960911 | 2.803635 | -1.255403 | 0.691787 | -0.239780 | -0.763283 | 9.528581 | -0.889027 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 205 | N19 | RF_ok | nn Temporal Discontinuties | 9.049861 | 2.349422 | 2.182182 | -0.555384 | -0.082287 | 1.031779 | -0.686629 | 9.049861 | -0.740715 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 205 | N19 | RF_ok | nn Temporal Discontinuties | 9.736894 | 2.249666 | 2.332371 | 0.350370 | -1.253957 | -1.067873 | -0.366935 | -1.452746 | 9.736894 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 205 | N19 | RF_ok | nn Shape | 2.346500 | 2.201255 | 2.346500 | 0.630025 | -1.470254 | -0.699894 | -0.356666 | -0.925503 | 2.034744 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 205 | N19 | RF_ok | nn Shape | 2.676328 | 2.219641 | 2.676328 | 0.207023 | -0.935734 | -0.936796 | -0.532109 | -0.371941 | 0.233005 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 205 | N19 | RF_ok | nn Temporal Discontinuties | 7.061031 | 3.138074 | 2.624044 | -0.718604 | 0.151197 | -0.425346 | -0.927291 | 7.061031 | -0.583527 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 205 | N19 | RF_ok | nn Temporal Discontinuties | 15.239844 | 2.566197 | 2.210035 | -1.076880 | 0.422778 | -0.296482 | -1.004990 | 15.239844 | -1.246043 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 205 | N19 | RF_ok | nn Temporal Discontinuties | 4.966348 | 2.370671 | 1.939495 | -0.655062 | 0.012039 | -0.320873 | -1.101127 | 4.966348 | -0.605147 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 205 | N19 | RF_ok | nn Temporal Discontinuties | 3.887027 | 2.284195 | 2.101103 | -1.301859 | 0.435072 | -0.789526 | -0.842888 | 3.887027 | -0.627922 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 205 | N19 | RF_ok | nn Temporal Discontinuties | 5.963936 | 2.573957 | 2.027564 | -0.658131 | -0.238221 | -0.380750 | -1.016397 | 5.963936 | -0.378927 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 205 | N19 | RF_ok | nn Temporal Discontinuties | 8.479980 | 2.375395 | 2.530485 | 0.309827 | -1.082153 | -0.886441 | -0.546951 | -1.224053 | 8.479980 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 205 | N19 | RF_ok | nn Temporal Discontinuties | 10.164817 | 2.778928 | 2.094545 | -0.618406 | -0.113071 | 0.059343 | -1.173613 | 10.164817 | -0.922470 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 205 | N19 | RF_ok | nn Temporal Discontinuties | 17.153820 | 2.607724 | 2.269227 | -1.389931 | 0.851863 | -0.397064 | -0.738144 | 17.153820 | -1.296634 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 205 | N19 | RF_ok | nn Temporal Discontinuties | 8.939329 | 2.973468 | 2.749261 | -1.311190 | 0.622739 | -1.863390 | -1.091581 | 8.939329 | -1.116114 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 205 | N19 | RF_ok | nn Temporal Discontinuties | 18.045303 | 3.163230 | 2.699123 | -0.784580 | 0.425856 | -0.628815 | -1.118540 | 18.045303 | -0.815553 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 205 | N19 | RF_ok | nn Temporal Discontinuties | 19.295932 | 3.092023 | 2.902711 | -1.438991 | 0.652540 | -0.184589 | -1.035120 | 19.295932 | -1.619666 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 205 | N19 | RF_ok | nn Temporal Discontinuties | 6.162532 | 3.355032 | 3.564656 | 0.836689 | -1.613297 | -0.870562 | -0.745104 | -0.955575 | 6.162532 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 205 | N19 | RF_ok | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 205 | N19 | RF_ok | nn Temporal Discontinuties | 5.912911 | 2.235575 | 2.441342 | 0.365714 | -1.319465 | -0.898009 | 0.420550 | -1.214723 | 5.912911 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 205 | N19 | RF_ok | nn Temporal Discontinuties | 10.809621 | 2.382654 | 1.590985 | -0.845136 | -0.052073 | -0.804708 | -1.694283 | 10.809621 | -0.905147 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 205 | N19 | RF_ok | nn Temporal Discontinuties | 10.254139 | 2.261961 | 1.767631 | -0.733014 | 0.313456 | -0.941234 | -1.171121 | 10.254139 | -0.492208 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 205 | N19 | RF_ok | nn Temporal Discontinuties | 7.582167 | 2.071700 | 1.611019 | -0.859839 | 0.142823 | -1.813899 | -2.080720 | 7.582167 | -0.753826 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 205 | N19 | RF_ok | nn Shape | 2.312184 | 1.954671 | 2.312184 | 0.983638 | -1.913641 | -0.127450 | -1.523124 | 0.482657 | -1.682827 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 205 | N19 | RF_ok | nn Temporal Discontinuties | 5.427455 | 2.341177 | 2.111576 | -1.291828 | 0.681392 | -0.732406 | -0.979665 | 5.427455 | -0.943179 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 205 | N19 | RF_ok | nn Temporal Discontinuties | 9.013858 | 2.221889 | 2.361073 | 0.478310 | -1.311140 | -1.085778 | -0.936690 | -1.306548 | 9.013858 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 205 | N19 | RF_ok | nn Temporal Discontinuties | 7.751088 | 2.449005 | 2.007769 | -1.720429 | 0.591466 | -0.133569 | -1.130543 | 7.751088 | -1.358014 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 205 | N19 | RF_ok | nn Temporal Discontinuties | 12.326508 | 1.768468 | 2.653646 | 0.370375 | -0.710888 | -1.808162 | 6.766999 | -0.932934 | 12.326508 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 205 | N19 | RF_ok | nn Temporal Discontinuties | 3.130507 | 2.833529 | 1.705134 | 0.479174 | 0.194673 | -0.305043 | -1.549652 | 3.130507 | -0.630229 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 205 | N19 | RF_ok | nn Temporal Discontinuties | 10.534192 | 2.255472 | 3.426199 | 0.884595 | -0.342364 | -1.639740 | -1.143422 | -1.053978 | 10.534192 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 205 | N19 | RF_ok | nn Temporal Discontinuties | 3.188049 | 2.701054 | 1.767898 | -0.352461 | 0.901820 | -0.972256 | -0.778077 | 3.188049 | 0.127327 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 205 | N19 | RF_ok | nn Temporal Discontinuties | 5.613097 | 3.523951 | 1.696007 | 0.270573 | -0.083246 | -1.942734 | -2.159948 | 5.613097 | 0.173894 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 205 | N19 | RF_ok | nn Shape | 3.573098 | 2.042521 | 3.573098 | 0.572176 | 0.540108 | -0.849190 | -0.498680 | -0.354569 | 0.648464 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 205 | N19 | RF_ok | ee Power | 21.470471 | 8.137689 | 4.394940 | 7.216525 | 21.470471 | 7.598158 | 1.985968 | 3.240891 | 7.818033 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 205 | N19 | RF_ok | nn Temporal Discontinuties | 3.864779 | 3.794287 | 1.770821 | 0.765259 | 0.848305 | 0.126800 | -0.904128 | 3.864779 | -0.165914 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 205 | N19 | RF_ok | ee Power | 18.673661 | 6.446432 | 3.534739 | 6.250227 | 18.673661 | 3.426933 | 0.344176 | 12.450798 | 2.280390 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 205 | N19 | RF_ok | ee Power | 25.301545 | 10.865906 | 6.025699 | 3.237942 | 25.301545 | 5.771982 | 1.641388 | 3.346633 | -0.323029 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 205 | N19 | RF_ok | ee Power | 24.717175 | 5.966297 | 3.569829 | 8.045725 | 24.717175 | 9.591786 | 1.426318 | 12.713758 | 0.497195 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 205 | N19 | RF_ok | ee Power | 19.575601 | 7.269046 | 3.969680 | 6.837281 | 19.575601 | 2.778945 | 0.306174 | 5.042211 | 1.148070 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 205 | N19 | RF_ok | nn Temporal Discontinuties | 6.671439 | 3.018626 | 0.908877 | 0.936965 | -1.506495 | -1.963573 | -1.893704 | 6.671439 | -1.148748 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 205 | N19 | RF_ok | ee Power | 24.064347 | 6.686428 | 3.860787 | 8.512720 | 24.064347 | 4.864332 | 1.066217 | 13.208531 | 0.595606 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 205 | N19 | RF_ok | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 205 | N19 | RF_ok | nn Temporal Discontinuties | 36.366376 | 30.630175 | 27.965490 | 20.856582 | 0.994604 | 36.177932 | 24.182856 | 27.232456 | 36.366376 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 205 | N19 | RF_ok | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 205 | N19 | RF_ok | nn Temporal Discontinuties | 73.323576 | 22.824505 | 23.418051 | 0.518307 | 10.655814 | 10.038691 | 18.093517 | 73.323576 | 51.778401 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 205 | N19 | RF_ok | nn Shape | 24.126203 | 24.109468 | 24.126203 | 19.062513 | 3.636091 | 10.579364 | 7.673400 | 15.590797 | 22.230215 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 205 | N19 | RF_ok | nn Temporal Discontinuties | 47.829783 | 20.720972 | 22.056484 | 2.705453 | 16.062343 | 13.242288 | 26.852080 | 47.829783 | 32.578198 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 205 | N19 | RF_ok | ee Shape | 23.547018 | 22.664310 | 23.547018 | 0.406519 | 10.957421 | 5.985990 | 12.972280 | 5.429195 | 4.079399 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 205 | N19 | RF_ok | nn Temporal Discontinuties | 33.063384 | 20.057372 | 20.931808 | 16.122075 | 3.193386 | 8.447507 | 9.896746 | 24.510504 | 33.063384 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 205 | N19 | RF_ok | nn Temporal Discontinuties | 22.385516 | 19.848597 | 21.373103 | 1.085038 | 12.378287 | 2.315489 | 17.145476 | 22.385516 | 5.016642 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 205 | N19 | RF_ok | ee Shape | 22.750156 | 22.750156 | 21.492228 | 13.554893 | 0.856164 | 15.118304 | 6.057583 | 6.987464 | 8.400039 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 205 | N19 | RF_ok | ee Shape | 25.875335 | 24.170786 | 25.875335 | 1.052902 | 13.380935 | 4.650655 | 12.273808 | 4.033966 | 1.983857 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 205 | N19 | RF_ok | nn Temporal Discontinuties | 60.807231 | 24.927892 | 24.690915 | 15.356029 | 1.810555 | 26.537374 | 17.737137 | 39.311317 | 60.807231 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 205 | N19 | RF_ok | ee Shape | 23.571976 | 23.571976 | 22.252189 | 10.844189 | 0.701990 | 17.963799 | 5.042268 | 5.275001 | 7.531688 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 205 | N19 | RF_ok | nn Temporal Discontinuties | 52.673663 | 18.854382 | 19.087476 | 0.730776 | 15.686324 | 10.003481 | 24.559122 | 52.673663 | 33.843199 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 205 | N19 | RF_ok | nn Temporal Discontinuties | 43.231521 | 20.282514 | 21.878702 | 0.701693 | 12.260355 | 7.354664 | 23.396880 | 43.231521 | 37.000830 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 205 | N19 | RF_ok | nn Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 205 | N19 | RF_ok | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |